Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 47.0 KiB |
| Average record size in memory | 48.1 B |
Variable types
| NUM | 6 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:25:53.479785 |
|---|---|
| Analysis finished | 2020-08-25 00:26:00.160962 |
| Duration | 6.68 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0861549526453018e-09 |
|---|---|
| Minimum | -2.376112937927246 |
| Maximum | 2.2394869327545166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.376112938 |
|---|---|
| 5-th percentile | -1.609716463 |
| Q1 | -0.7472357154 |
| median | -0.01212761831 |
| Q3 | 0.774248898 |
| 95-th percentile | 1.622720724 |
| Maximum | 2.239486933 |
| Range | 4.615599871 |
| Interquartile range (IQR) | 1.521484613 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -920678949 |
| Kurtosis | -0.795288708 |
| Mean | -1.086154953e-09 |
| Median Absolute Deviation (MAD) | 0.7733484907 |
| Skewness | -0.03169212465 |
| Sum | -1.086154953e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.503909826 | 1 | 0.1% | |
| 0.9393786192 | 1 | 0.1% | |
| 0.8756751418 | 1 | 0.1% | |
| -1.274785161 | 1 | 0.1% | |
| 0.9401258826 | 1 | 0.1% | |
| 0.2073515058 | 1 | 0.1% | |
| -1.587280154 | 1 | 0.1% | |
| -0.7252797484 | 1 | 0.1% | |
| -0.8600438833 | 1 | 0.1% | |
| 0.4547442794 | 1 | 0.1% | |
| 1.622425675 | 1 | 0.1% | |
| -1.786483049 | 1 | 0.1% | |
| -0.9010490179 | 1 | 0.1% | |
| 2.158886909 | 1 | 0.1% | |
| -0.8463609219 | 1 | 0.1% | |
| 1.037755251 | 1 | 0.1% | |
| -0.02772974409 | 1 | 0.1% | |
| 0.7623717785 | 1 | 0.1% | |
| -0.01203405485 | 1 | 0.1% | |
| 0.3419571817 | 1 | 0.1% | |
| 1.970042467 | 1 | 0.1% | |
| 1.58855617 | 1 | 0.1% | |
| 1.190120339 | 1 | 0.1% | |
| -1.423158765 | 1 | 0.1% | |
| 0.4407505393 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.376112938 | 1 | 0.1% | |
| -2.288139343 | 1 | 0.1% | |
| -2.267503262 | 1 | 0.1% | |
| -2.251510143 | 1 | 0.1% | |
| -2.114309788 | 1 | 0.1% | |
| -2.094415188 | 1 | 0.1% | |
| -2.089132309 | 1 | 0.1% | |
| -2.062385082 | 1 | 0.1% | |
| -2.038846493 | 1 | 0.1% | |
| -2.022274017 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.239486933 | 1 | 0.1% | |
| 2.217081547 | 1 | 0.1% | |
| 2.18803668 | 1 | 0.1% | |
| 2.158886909 | 1 | 0.1% | |
| 2.143425703 | 1 | 0.1% | |
| 2.109403133 | 1 | 0.1% | |
| 2.087465525 | 1 | 0.1% | |
| 2.072873592 | 1 | 0.1% | |
| 2.022126675 | 1 | 0.1% | |
| 1.98738122 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0104849934577942e-10 |
|---|---|
| Minimum | -1.7677372694015503 |
| Maximum | 1.6761734485626218 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.767737269 |
|---|---|
| 5-th percentile | -1.608326346 |
| Q1 | -0.8264390081 |
| median | 0.06779623777 |
| Q3 | 0.8584127575 |
| 95-th percentile | 1.534630281 |
| Maximum | 1.676173449 |
| Range | 3.443910718 |
| Interquartile range (IQR) | 1.684851766 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | -9896238009 |
| Kurtosis | -1.192371052 |
| Mean | -1.010484993e-10 |
| Median Absolute Deviation (MAD) | 0.8400177434 |
| Skewness | -0.0644953463 |
| Sum | -1.010484993e-07 |
| Variance | 0.9999999999 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.7389920354 | 1 | 0.1% | |
| -1.407600284 | 1 | 0.1% | |
| 0.06534289569 | 1 | 0.1% | |
| -1.626386285 | 1 | 0.1% | |
| 1.122476459 | 1 | 0.1% | |
| -1.01899457 | 1 | 0.1% | |
| 0.4202665091 | 1 | 0.1% | |
| 1.154117823 | 1 | 0.1% | |
| -0.7780296206 | 1 | 0.1% | |
| -0.02425237373 | 1 | 0.1% | |
| -0.07943119854 | 1 | 0.1% | |
| -0.10782478 | 1 | 0.1% | |
| 1.227927804 | 1 | 0.1% | |
| 0.9407278299 | 1 | 0.1% | |
| -0.9381771684 | 1 | 0.1% | |
| -0.6412985921 | 1 | 0.1% | |
| -0.8697773814 | 1 | 0.1% | |
| 0.7506690025 | 1 | 0.1% | |
| 0.2972085476 | 1 | 0.1% | |
| -1.38131547 | 1 | 0.1% | |
| 1.095080495 | 1 | 0.1% | |
| -1.43227005 | 1 | 0.1% | |
| -0.8419499993 | 1 | 0.1% | |
| 1.665380955 | 1 | 0.1% | |
| -1.610680223 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.767737269 | 1 | 0.1% | |
| -1.76044035 | 1 | 0.1% | |
| -1.752979398 | 1 | 0.1% | |
| -1.743591785 | 1 | 0.1% | |
| -1.738379359 | 1 | 0.1% | |
| -1.738270402 | 1 | 0.1% | |
| -1.736840844 | 1 | 0.1% | |
| -1.734375 | 1 | 0.1% | |
| -1.734261274 | 1 | 0.1% | |
| -1.727704167 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.676173449 | 1 | 0.1% | |
| 1.674096942 | 1 | 0.1% | |
| 1.665380955 | 1 | 0.1% | |
| 1.66400826 | 1 | 0.1% | |
| 1.657147765 | 1 | 0.1% | |
| 1.653431058 | 1 | 0.1% | |
| 1.65285933 | 1 | 0.1% | |
| 1.650737405 | 1 | 0.1% | |
| 1.644226432 | 1 | 0.1% | |
| 1.643510342 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1521624401211739e-09 |
|---|---|
| Minimum | -2.1019771099090576 |
| Maximum | 3.51170015335083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.10197711 |
|---|---|
| 5-th percentile | -1.374571037 |
| Q1 | -0.7357462496 |
| median | -0.1660492122 |
| Q3 | 0.5896431655 |
| 95-th percentile | 1.855903208 |
| Maximum | 3.511700153 |
| Range | 5.613677263 |
| Interquartile range (IQR) | 1.325389415 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 867933171.1 |
| Kurtosis | 0.2123575418 |
| Mean | 1.15216244e-09 |
| Median Absolute Deviation (MAD) | 0.6325228214 |
| Skewness | 0.6665959505 |
| Sum | 1.15216244e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.2094724178 | 1 | 0.1% | |
| -1.016934156 | 1 | 0.1% | |
| -0.07843714207 | 1 | 0.1% | |
| -0.7602864504 | 1 | 0.1% | |
| -0.7663074136 | 1 | 0.1% | |
| -0.2447991669 | 1 | 0.1% | |
| 1.009170651 | 1 | 0.1% | |
| 1.158803463 | 1 | 0.1% | |
| -0.002642390085 | 1 | 0.1% | |
| 0.9070314765 | 1 | 0.1% | |
| 0.2327502221 | 1 | 0.1% | |
| 0.7526162863 | 1 | 0.1% | |
| -0.2825576067 | 1 | 0.1% | |
| -0.658864677 | 1 | 0.1% | |
| 0.2536544204 | 1 | 0.1% | |
| 0.5533887744 | 1 | 0.1% | |
| -0.2478889078 | 1 | 0.1% | |
| -1.567713141 | 1 | 0.1% | |
| -0.5983091593 | 1 | 0.1% | |
| -0.3381088376 | 1 | 0.1% | |
| -0.96331352 | 1 | 0.1% | |
| 0.01625565812 | 1 | 0.1% | |
| -0.4349340498 | 1 | 0.1% | |
| 1.630197525 | 1 | 0.1% | |
| 0.4550243616 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.10197711 | 1 | 0.1% | |
| -2.093987226 | 1 | 0.1% | |
| -2.018013954 | 1 | 0.1% | |
| -2.000470161 | 1 | 0.1% | |
| -1.9558357 | 1 | 0.1% | |
| -1.915559292 | 1 | 0.1% | |
| -1.878755093 | 1 | 0.1% | |
| -1.842838526 | 1 | 0.1% | |
| -1.829077959 | 1 | 0.1% | |
| -1.781297207 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.511700153 | 1 | 0.1% | |
| 3.404068708 | 1 | 0.1% | |
| 3.382740259 | 1 | 0.1% | |
| 3.368480682 | 1 | 0.1% | |
| 3.145645618 | 1 | 0.1% | |
| 3.087996483 | 1 | 0.1% | |
| 2.846954107 | 1 | 0.1% | |
| 2.794619083 | 1 | 0.1% | |
| 2.753382444 | 1 | 0.1% | |
| 2.675498962 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2264506444334985e-10 |
|---|---|
| Minimum | -1.788364052772522 |
| Maximum | 1.7906904220581057 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.788364053 |
|---|---|
| 5-th percentile | -1.566818464 |
| Q1 | -0.8277476281 |
| median | -0.04224487953 |
| Q3 | 0.8556604236 |
| 95-th percentile | 1.607122946 |
| Maximum | 1.790690422 |
| Range | 3.579054475 |
| Interquartile range (IQR) | 1.683408052 |
Descriptive statistics
| Standard deviation | 0.9999999993 |
|---|---|
| Coefficient of variation (CV) | 3099381052 |
| Kurtosis | -1.1111353 |
| Mean | 3.226450644e-10 |
| Median Absolute Deviation (MAD) | 0.8429518621 |
| Skewness | 0.01764358149 |
| Sum | 3.226450644e-07 |
| Variance | 0.9999999986 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.345890045 | 1 | 0.1% | |
| 0.05204405263 | 1 | 0.1% | |
| -0.3981046975 | 1 | 0.1% | |
| -1.764019728 | 1 | 0.1% | |
| -0.3470288515 | 1 | 0.1% | |
| -0.399762392 | 1 | 0.1% | |
| -1.333417058 | 1 | 0.1% | |
| 0.04960378259 | 1 | 0.1% | |
| -0.2023209333 | 1 | 0.1% | |
| 1.505277157 | 1 | 0.1% | |
| -0.7389655113 | 1 | 0.1% | |
| -0.07528073341 | 1 | 0.1% | |
| -0.8014597297 | 1 | 0.1% | |
| -0.4505345225 | 1 | 0.1% | |
| -0.5247152448 | 1 | 0.1% | |
| -0.748719871 | 1 | 0.1% | |
| -0.7096247673 | 1 | 0.1% | |
| 0.7877799273 | 1 | 0.1% | |
| -0.1531722695 | 1 | 0.1% | |
| -1.216180563 | 1 | 0.1% | |
| -0.8352477551 | 1 | 0.1% | |
| -0.194500953 | 1 | 0.1% | |
| -1.731783271 | 1 | 0.1% | |
| -0.7350287437 | 1 | 0.1% | |
| 1.124143124 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.788364053 | 1 | 0.1% | |
| -1.77344203 | 1 | 0.1% | |
| -1.772689223 | 1 | 0.1% | |
| -1.764945745 | 1 | 0.1% | |
| -1.764547348 | 1 | 0.1% | |
| -1.764019728 | 1 | 0.1% | |
| -1.763817668 | 1 | 0.1% | |
| -1.762800455 | 1 | 0.1% | |
| -1.762470841 | 1 | 0.1% | |
| -1.756742954 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.790690422 | 1 | 0.1% | |
| 1.786020875 | 1 | 0.1% | |
| 1.784020662 | 1 | 0.1% | |
| 1.781518459 | 1 | 0.1% | |
| 1.777821183 | 1 | 0.1% | |
| 1.763914227 | 1 | 0.1% | |
| 1.754160643 | 1 | 0.1% | |
| 1.751167893 | 1 | 0.1% | |
| 1.744940281 | 1 | 0.1% | |
| 1.743155956 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.944173946976662e-11 |
|---|---|
| Minimum | -1.6825108528137207 |
| Maximum | 1.7417236566543581 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.682510853 |
|---|---|
| 5-th percentile | -1.530029362 |
| Q1 | -0.8641477525 |
| median | -0.04965801351 |
| Q3 | 0.8841769844 |
| 95-th percentile | 1.582783407 |
| Maximum | 1.741723657 |
| Range | 3.424234509 |
| Interquartile range (IQR) | 1.748324737 |
Descriptive statistics
| Standard deviation | 0.999999999 |
|---|---|
| Coefficient of variation (CV) | -1.440056091e+10 |
| Kurtosis | -1.214314239 |
| Mean | -6.944173947e-11 |
| Median Absolute Deviation (MAD) | 0.8691505492 |
| Skewness | 0.06718766939 |
| Sum | -6.944173947e-08 |
| Variance | 0.999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.4736316502 | 1 | 0.1% | |
| 0.07469100505 | 1 | 0.1% | |
| 1.170488358 | 1 | 0.1% | |
| -0.1354266554 | 1 | 0.1% | |
| -0.602252841 | 1 | 0.1% | |
| -1.09902513 | 1 | 0.1% | |
| -0.04948091879 | 1 | 0.1% | |
| 1.338484764 | 1 | 0.1% | |
| 1.39197576 | 1 | 0.1% | |
| 0.06551358104 | 1 | 0.1% | |
| 0.006451787893 | 1 | 0.1% | |
| -1.05993247 | 1 | 0.1% | |
| 0.4778729975 | 1 | 0.1% | |
| -1.657560706 | 1 | 0.1% | |
| -0.2461795658 | 1 | 0.1% | |
| 0.781894803 | 1 | 0.1% | |
| -1.002703547 | 1 | 0.1% | |
| 0.1035958007 | 1 | 0.1% | |
| 1.342470884 | 1 | 0.1% | |
| 1.727837801 | 1 | 0.1% | |
| 1.532519341 | 1 | 0.1% | |
| 1.657513618 | 1 | 0.1% | |
| 1.091108322 | 1 | 0.1% | |
| 1.727818847 | 1 | 0.1% | |
| -0.242832467 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.682510853 | 1 | 0.1% | |
| -1.67848289 | 1 | 0.1% | |
| -1.677767277 | 1 | 0.1% | |
| -1.676653266 | 1 | 0.1% | |
| -1.675069571 | 1 | 0.1% | |
| -1.665783644 | 1 | 0.1% | |
| -1.66470778 | 1 | 0.1% | |
| -1.659089923 | 1 | 0.1% | |
| -1.657560706 | 1 | 0.1% | |
| -1.652254939 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.741723657 | 1 | 0.1% | |
| 1.735381603 | 1 | 0.1% | |
| 1.734845281 | 1 | 0.1% | |
| 1.727837801 | 1 | 0.1% | |
| 1.727818847 | 1 | 0.1% | |
| 1.72602272 | 1 | 0.1% | |
| 1.725260973 | 1 | 0.1% | |
| 1.719544649 | 1 | 0.1% | |
| 1.718790293 | 1 | 0.1% | |
| 1.715344787 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0353978709964906e-09 |
|---|---|
| Minimum | -2.395596742630005 |
| Maximum | 2.223865270614624 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.395596743 |
|---|---|
| 5-th percentile | -1.802006 |
| Q1 | -0.7622636557 |
| median | 0.2310956791 |
| Q3 | 0.7920046151 |
| 95-th percentile | 1.310788637 |
| Maximum | 2.223865271 |
| Range | 4.619462013 |
| Interquartile range (IQR) | 1.554268271 |
Descriptive statistics
| Standard deviation | 0.9999999997 |
|---|---|
| Coefficient of variation (CV) | 965812300.5 |
| Kurtosis | -0.7907470088 |
| Mean | 1.035397871e-09 |
| Median Absolute Deviation (MAD) | 0.6818552837 |
| Skewness | -0.4746445159 |
| Sum | 1.035397871e-06 |
| Variance | 0.9999999995 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.3242173493 | 1 | 0.1% | |
| 0.9700306058 | 1 | 0.1% | |
| 0.1070200577 | 1 | 0.1% | |
| -0.6706104279 | 1 | 0.1% | |
| -0.1075078696 | 1 | 0.1% | |
| -1.692780972 | 1 | 0.1% | |
| 0.7838894129 | 1 | 0.1% | |
| -1.606832027 | 1 | 0.1% | |
| 1.141984224 | 1 | 0.1% | |
| -1.729112148 | 1 | 0.1% | |
| 0.9668924809 | 1 | 0.1% | |
| -1.278697729 | 1 | 0.1% | |
| -0.7502951622 | 1 | 0.1% | |
| 0.7623935342 | 1 | 0.1% | |
| -1.681034327 | 1 | 0.1% | |
| -2.143316031 | 1 | 0.1% | |
| 0.1568990946 | 1 | 0.1% | |
| 0.9401466846 | 1 | 0.1% | |
| 0.9772138 | 1 | 0.1% | |
| -1.572713256 | 1 | 0.1% | |
| -2.177037477 | 1 | 0.1% | |
| -1.658833504 | 1 | 0.1% | |
| -1.364601254 | 1 | 0.1% | |
| -1.739600062 | 1 | 0.1% | |
| -0.9342520833 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.395596743 | 1 | 0.1% | |
| -2.392545462 | 1 | 0.1% | |
| -2.351339817 | 1 | 0.1% | |
| -2.222245216 | 1 | 0.1% | |
| -2.215321779 | 1 | 0.1% | |
| -2.213015795 | 1 | 0.1% | |
| -2.183465719 | 1 | 0.1% | |
| -2.177071333 | 1 | 0.1% | |
| -2.177037477 | 1 | 0.1% | |
| -2.164829731 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.223865271 | 1 | 0.1% | |
| 2.064506054 | 1 | 0.1% | |
| 2.036637783 | 1 | 0.1% | |
| 2.000791311 | 1 | 0.1% | |
| 1.818201184 | 1 | 0.1% | |
| 1.771152139 | 1 | 0.1% | |
| 1.764822245 | 1 | 0.1% | |
| 1.762676835 | 1 | 0.1% | |
| 1.734560132 | 1 | 0.1% | |
| 1.696461201 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 0 | -0.917226 | -0.481465 | -0.907335 | -0.399080 | 1.485733 | 1.227461 |
| 1 | -1.090566 | -0.575185 | -0.202853 | 0.749390 | -0.819865 | 0.706417 |
| 2 | 0.876946 | 0.247480 | -0.299574 | -0.090049 | -1.554089 | -1.486970 |
| 3 | -0.509995 | 0.092276 | 0.948843 | 1.000807 | 1.060326 | 1.092014 |
| 4 | -0.703328 | -1.364161 | -0.773210 | -1.591865 | 0.463722 | 0.055480 |
| 5 | 0.893550 | 0.359354 | 1.236166 | 1.457618 | -0.072889 | -1.183211 |
| 6 | 0.271911 | -0.401582 | 0.319279 | 0.726654 | -0.463634 | 0.838452 |
| 7 | 1.470020 | 1.536858 | 2.600694 | 1.575099 | 1.604209 | 1.764822 |
| 8 | 0.985527 | 1.200240 | 2.420908 | 1.132959 | -1.412367 | -0.809036 |
| 9 | -0.361175 | -0.471125 | 0.808426 | 1.044495 | -0.242832 | 0.932545 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | target | |
|---|---|---|---|---|---|---|
| 990 | -1.292045 | -1.508788 | -0.312728 | -1.099742 | -1.237561 | -0.951095 |
| 991 | -0.088513 | 0.690751 | -1.003496 | -1.051901 | -0.192020 | -0.427921 |
| 992 | 0.666583 | 0.568754 | 0.832357 | 0.270107 | -1.393317 | -1.809699 |
| 993 | 0.314069 | 0.772691 | 0.123986 | -0.399138 | 0.195763 | -1.568618 |
| 994 | -0.845906 | -0.410366 | 0.093309 | 0.916625 | 1.435649 | 1.386536 |
| 995 | 1.251119 | 0.825855 | 0.688708 | -0.048985 | -1.538035 | -1.944339 |
| 996 | 0.463298 | 0.532060 | -0.390424 | -0.684186 | 0.225955 | -1.158087 |
| 997 | -1.119503 | -1.026188 | -0.283078 | 0.662182 | 0.405461 | 0.428558 |
| 998 | 1.027946 | 0.874249 | 1.279505 | 1.273141 | 0.560302 | -1.177858 |
| 999 | 0.502568 | 1.061862 | -0.045315 | -0.959816 | 0.484668 | -1.959077 |